{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc153bf7-4326-4738-b7ef-fde9dd0cc7cd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "def getSin(amp, freq, phase, sampleList):\n",
    "    return amp * np.sin(-2 * math.pi * freq * sampleList + phase)\n",
    "\n",
    "def getCos(amp, freq, phase, sampleList):\n",
    "    return amp * np.cos(-2 * math.pi * freq * sampleList + phase)\n",
    "\n",
    "def denoise(arr, thresh):\n",
    "    mask = arr > thresh\n",
    "    return mask * arr\n",
    "\n",
    "srate = 3000\n",
    "t = np.linspace(0, 1, srate)\n",
    "\n",
    "s1 = getSin(amp=1.5, freq=30, phase=0, sampleList=t)\n",
    "s2 = getCos(amp=3, freq=5, phase=0, sampleList=t)\n",
    "s3 = getSin(amp=10, freq=100, phase=0, sampleList=t)\n",
    "s4 = getCos(amp=20, freq=120, phase=0, sampleList=t)\n",
    "\n",
    "mixed_signal = s1 + s2 + s3 + s4\n",
    "\n",
    "fCoefs = np.fft.fft(mixed_signal, srate)\n",
    "amp_list = 2 * np.abs(fCoefs / srate)\n",
    "\n",
    "freqs = np.fft.fftfreq(len(amp_list), 1/srate)\n",
    "amp_shifted = np.fft.fftshift(amp_list)\n",
    "freq_shift = np.fft.fftshift(freqs)\n",
    "\n",
    "# 对振幅频谱进行去噪处理\n",
    "amp_shifted[(freq_shift > 110) | (freq_shift < -110)] = 0\n",
    "amp_shifted = denoise(amp_shifted, 1)\n",
    "\n",
    "# 逆FFT变换得到双重过滤后的混合波形时域信号\n",
    "amp_shifted_unshifted = np.fft.ifftshift(amp_shifted)\n",
    "filtered_fCoefs = amp_shifted_unshifted * srate / 2\n",
    "filtered_signal = np.fft.ifft(filtered_fCoefs)\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(12, 8))\n",
    "\n",
    "# 左上图：原始未过滤数据的复合波形时域图\n",
    "ax[0, 0].plot(t[:500], mixed_signal[:500])\n",
    "ax[0, 0].grid()\n",
    "ax[0, 0].set_yticks([-20, 0, 20])\n",
    "ax[0, 0].set_xlim(0, 500/srate)\n",
    "ax[0, 0].set_xticks(np.arange(0, 501/srate, 100/srate))\n",
    "ax[0, 0].set_xticklabels(np.arange(0, 501, 100))\n",
    "ax[0, 0].relim()\n",
    "ax[0, 0].autoscale_view(scalex=False, scaley=True)\n",
    "\n",
    "# 右上图：双重过滤后，去除了最高频率之后的混合波形时域图\n",
    "ax[0, 1].plot(t[:500], filtered_signal.real[:500])\n",
    "ax[0, 1].grid()\n",
    "ax[0, 1].set_yticks(np.arange(-15, 16, 5))\n",
    "ax[0, 1].set_xlim(0, 500/srate)\n",
    "ax[0, 1].set_xticks(np.arange(0, 501/srate, 100/srate))\n",
    "ax[0, 1].set_xticklabels(np.arange(0, 501, 100))\n",
    "ax[0, 1].relim()\n",
    "ax[0, 1].autoscale_view(scalex=False, scaley=True)\n",
    "\n",
    "# 左下图：原始振幅频谱\n",
    "ax[1, 0].stem(freq_shift, amp_shifted)\n",
    "ax[1, 0].set_xlim([-150, 150])\n",
    "ax[1, 0].set_ylim([-0.5, 21])\n",
    "ax[1, 0].grid()\n",
    "\n",
    "# 右下图：处理后的振幅频谱\n",
    "ax[1, 1].stem(freq_shift, amp_shifted)\n",
    "ax[1, 1].set_xlim([-150, 150])\n",
    "ax[1, 1].set_ylim([-0.5, 21])\n",
    "\n",
    "ax[1, 1].grid()\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "394953a2-cf71-4260-b387-a28868726c77",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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